"""simple docstring"""



from statistics import mean, stdev



def 		lowercase (       UpperCamelCase     :     List[Any]       ,  UpperCamelCase     :     List[Any] = 3		):





      """simple docstring"""
      A__	:      Any      =min(SCREAMING_SNAKE_CASE__		)
      A__	:      Optional[int]      =max(SCREAMING_SNAKE_CASE__		)
      # normalize data
      return [round((x - x_min) / (x_max - x_min)       ,  SCREAMING_SNAKE_CASE__		) for x in data]



def 		lowercase (       UpperCamelCase     :     Optional[Any]       ,  UpperCamelCase     :     Union[str, Any] = 3		):





      """simple docstring"""
      A__	:      List[Any]      =mean(SCREAMING_SNAKE_CASE__		)
      A__	:      Optional[Any]      =stdev(SCREAMING_SNAKE_CASE__		)
      # standardize data
      return [round((x - mu) / (sigma)       ,  SCREAMING_SNAKE_CASE__		) for x in data]









'''simple docstring'''


from typing import TYPE_CHECKING

from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_torch_available


UpperCAmelCase_						:  int				  =						{'configuration_wavlm': ['WAVLM_PRETRAINED_CONFIG_ARCHIVE_MAP', 'WavLMConfig']}

try:
				if not is_torch_available():
								raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
				pass
else:
				UpperCAmelCase_						:  Tuple				  =						[
				    'WAVLM_PRETRAINED_MODEL_ARCHIVE_LIST',
				    'WavLMForAudioFrameClassification',
				    'WavLMForCTC',
				    'WavLMForSequenceClassification',
				    'WavLMForXVector',
				    'WavLMModel',
				    'WavLMPreTrainedModel',
				]

if TYPE_CHECKING:
				from .configuration_wavlm import WAVLM_PRETRAINED_CONFIG_ARCHIVE_MAP, WavLMConfig

				try:
								if not is_torch_available():
												raise OptionalDependencyNotAvailable()
				except OptionalDependencyNotAvailable:
								pass
				else:
								from .modeling_wavlm import (
								    WAVLM_PRETRAINED_MODEL_ARCHIVE_LIST,
								    WavLMForAudioFrameClassification,
								    WavLMForCTC,
								    WavLMForSequenceClassification,
								    WavLMForXVector,
								    WavLMModel,
								    WavLMPreTrainedModel,
								)

else:
				import sys

				UpperCAmelCase_						:  Any				  =						_LazyModule(__name__, globals()['__file__'], _import_structure, module_spec=__spec__)




